This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Bias Types:
⚠️ powershell_heavy
⚠️ windows_tools
⚠️ windows_first
Summary:
The documentation page exhibits mild Windows bias. While most of the content is platform-neutral, the only automation example explicitly mentioned is PowerShell scripts, and Azure Automation is referenced (which is often used with PowerShell/Windows workflows). There are no examples or mentions of Linux-native scripting or tools (such as Bash, CLI, or ARM templates) for cluster lifecycle management. The order of mention also puts PowerShell before any Linux alternative, and no Linux-specific automation or scripting options are discussed.
Recommendations:
  • Include Linux-native automation examples, such as Bash scripts or Azure CLI commands, for provisioning and deleting clusters.
  • Mention ARM/Bicep templates as a cross-platform, declarative alternative for cluster lifecycle management.
  • When referencing automation, list both PowerShell and Bash/CLI options, or refer to 'scripting' in a platform-neutral way.
  • Provide links to documentation for both Windows and Linux automation approaches.
  • Avoid implying PowerShell is the only or primary automation method for HDInsight clusters.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased